Recent years have witnessed the surge of learned representations that directly build upon point clouds. Inspired by spherical multi-view scanners, we propose a novel sampling model called Spotlights to represent 3D shape as compact 1D array depth values. It simulates configuration cameras evenly distributed on sphere, where each virtual camera casts light rays from its principal probe for possi...